Genetic AutoResearch Genetic AutoResearch: Elevating AI Agent Discovery Beyond Local Optima Explore GEAR (Genetic AutoResearch), an innovative approach to AI agent development that uses genetic algorithms to foster sustained discovery, outperforming traditional hill-climbing methods in machine learning research.